Live 2020 Election Turnout Tracker
Welcome to the Sixty-Six Wards Turnout Tracker! Voters across Philadelphia are sharing their turnout to support citizen science.
First, vote! Then, share your division and Voter Number at http://bit.ly/sixtysixturnout.
Live Results
As of 1:20 PM, 251 voters in 31 wards have shared their voter number. I estimate that 193,234 people have voted in person across the city (95% Confidence Interval: 167,425 - 227,911). In addition, more than 346,196 mail-in ballots have already been returned*, and 89,200 are still outstanding.
NOTE: There is a lag in the returned mail-ins showing up in the data. Some mail-ins that have already arrived are probably not included in the above count. In addition, all ballots postmarked today that arrive by 11/6 will be counted, as long as the Supreme Court does not interfere.
Maps
I use historic correlations among divisions’ turnout to estimate turnout in the divisions with no data yet. I simultaneously estimate (1) the overall city-wide turnout, (2) divisions’ over-/under-performance, and (3) the city-wide time pattern of voting. See the Methodology.
Total Turnout (In-Person + Mail-In)
In-Person Turnout
Mail-In Requests
Mail-In Ballots Returned
Raw Responses (for debugging)
Submissions
Data Tables
For those of you who like tables with numbers. 
| ward | time_of_day | turnout | turnout_p025 | turnout_p975 |
| 01 | 1:20 PM | 2739 |
c(2.5% = 2472)
|
c(97.5% = 3322)
|
| 02 | 1:20 PM | 4309 |
c(2.5% = 3906)
|
c(97.5% = 5275)
|
| 03 | 1:20 PM | 2480 |
c(2.5% = 2168)
|
c(97.5% = 2933)
|
| 04 | 1:20 PM | 2494 |
c(2.5% = 2166)
|
c(97.5% = 2963)
|
| 05 | 1:20 PM | 6333 |
c(2.5% = 5657)
|
c(97.5% = 7655)
|
| 06 | 1:20 PM | 1684 |
c(2.5% = 1489)
|
c(97.5% = 1975)
|
| 07 | 1:20 PM | 1724 |
c(2.5% = 1067)
|
c(97.5% = 2125)
|
| 08 | 1:20 PM | 5863 |
c(2.5% = 5360)
|
c(97.5% = 7241)
|
| 09 | 1:20 PM | 2781 |
c(2.5% = 2466)
|
c(97.5% = 3367)
|
| 10 | 1:20 PM | 3611 |
c(2.5% = 3221)
|
c(97.5% = 4279)
|
| 11 | 1:20 PM | 1587 |
c(2.5% = 1353)
|
c(97.5% = 1893)
|
| 12 | 1:20 PM | 2735 |
c(2.5% = 2407)
|
c(97.5% = 3224)
|
| 13 | 1:20 PM | 2463 |
c(2.5% = 2168)
|
c(97.5% = 2915)
|
| 14 | 1:20 PM | 1084 |
c(2.5% = 959)
|
c(97.5% = 1268)
|
| 15 | 1:20 PM | 3061 |
c(2.5% = 2785)
|
c(97.5% = 3797)
|
| 16 | 1:20 PM | 1331 |
c(2.5% = 1074)
|
c(97.5% = 1601)
|
| 17 | 1:20 PM | 3016 |
c(2.5% = 2655)
|
c(97.5% = 3564)
|
| 18 | 1:20 PM | 2706 |
c(2.5% = 2377)
|
c(97.5% = 3260)
|
| 19 | 1:20 PM | 1318 |
c(2.5% = 910)
|
c(97.5% = 1573)
|
| 20 | 1:20 PM | 1258 |
c(2.5% = 1017)
|
c(97.5% = 1499)
|
| 21 | 1:20 PM | 6981 |
c(2.5% = 6028)
|
c(97.5% = 8567)
|
| 22 | 1:20 PM | 3780 |
c(2.5% = 3521)
|
c(97.5% = 4506)
|
| 23 | 1:20 PM | 2297 |
c(2.5% = 1881)
|
c(97.5% = 2758)
|
| 24 | 1:20 PM | 1968 |
c(2.5% = 1665)
|
c(97.5% = 2349)
|
| 25 | 1:20 PM | 1875 |
c(2.5% = 1408)
|
c(97.5% = 2341)
|
| 26 | 1:20 PM | 2666 |
c(2.5% = 2158)
|
c(97.5% = 3211)
|
| 27 | 1:20 PM | 3582 |
c(2.5% = 2871)
|
c(97.5% = 4362)
|
| 28 | 1:20 PM | 1416 |
c(2.5% = 1153)
|
c(97.5% = 1700)
|
| 29 | 1:20 PM | 1409 |
c(2.5% = 1249)
|
c(97.5% = 1651)
|
| 30 | 1:20 PM | 2738 |
c(2.5% = 2558)
|
c(97.5% = 3321)
|
| 31 | 1:20 PM | 2389 |
c(2.5% = 1993)
|
c(97.5% = 2872)
|
| 32 | 1:20 PM | 2369 |
c(2.5% = 1948)
|
c(97.5% = 2852)
|
| 33 | 1:20 PM | 2006 |
c(2.5% = 1333)
|
c(97.5% = 2446)
|
| 34 | 1:20 PM | 5155 |
c(2.5% = 4596)
|
c(97.5% = 6041)
|
| 35 | 1:20 PM | 3531 |
c(2.5% = 2821)
|
c(97.5% = 4238)
|
| 36 | 1:20 PM | 4249 |
c(2.5% = 3778)
|
c(97.5% = 5003)
|
| 37 | 1:20 PM | 1522 |
c(2.5% = 1200)
|
c(97.5% = 1842)
|
| 38 | 1:20 PM | 2563 |
c(2.5% = 2294)
|
c(97.5% = 3015)
|
| 39 | 1:20 PM | 5079 |
c(2.5% = 4278)
|
c(97.5% = 6420)
|
| 40 | 1:20 PM | 5464 |
c(2.5% = 4629)
|
c(97.5% = 6463)
|
| 41 | 1:20 PM | 2073 |
c(2.5% = 1508)
|
c(97.5% = 2597)
|
| 42 | 1:20 PM | 2755 |
c(2.5% = 2134)
|
c(97.5% = 3270)
|
| 43 | 1:20 PM | 2152 |
c(2.5% = 1543)
|
c(97.5% = 2589)
|
| 44 | 1:20 PM | 1678 |
c(2.5% = 1455)
|
c(97.5% = 1993)
|
| 45 | 1:20 PM | 2364 |
c(2.5% = 1839)
|
c(97.5% = 2928)
|
| 46 | 1:20 PM | 3163 |
c(2.5% = 2937)
|
c(97.5% = 3869)
|
| 47 | 1:20 PM | 1034 |
c(2.5% = 887)
|
c(97.5% = 1227)
|
| 48 | 1:20 PM | 2408 |
c(2.5% = 2080)
|
c(97.5% = 2863)
|
| 49 | 1:20 PM | 3057 |
c(2.5% = 2671)
|
c(97.5% = 3614)
|
| 50 | 1:20 PM | 4180 |
c(2.5% = 3837)
|
c(97.5% = 4985)
|
| 51 | 1:20 PM | 2719 |
c(2.5% = 2423)
|
c(97.5% = 3270)
|
| 52 | 1:20 PM | 3293 |
c(2.5% = 2986)
|
c(97.5% = 3897)
|
| 53 | 1:20 PM | 2374 |
c(2.5% = 1839)
|
c(97.5% = 2867)
|
| 54 | 1:20 PM | 1716 |
c(2.5% = 1174)
|
c(97.5% = 2118)
|
| 55 | 1:20 PM | 2693 |
c(2.5% = 1970)
|
c(97.5% = 3399)
|
| 56 | 1:20 PM | 3917 |
c(2.5% = 3071)
|
c(97.5% = 4934)
|
| 57 | 1:20 PM | 3427 |
c(2.5% = 2867)
|
c(97.5% = 4258)
|
| 58 | 1:20 PM | 5731 |
c(2.5% = 4662)
|
c(97.5% = 7172)
|
| 59 | 1:20 PM | 2918 |
c(2.5% = 2583)
|
c(97.5% = 3430)
|
| 60 | 1:20 PM | 2313 |
c(2.5% = 2053)
|
c(97.5% = 2730)
|
| 61 | 1:20 PM | 3622 |
c(2.5% = 3068)
|
c(97.5% = 4311)
|
| 62 | 1:20 PM | 2559 |
c(2.5% = 1843)
|
c(97.5% = 3123)
|
| 63 | 1:20 PM | 3229 |
c(2.5% = 2741)
|
c(97.5% = 3982)
|
| 64 | 1:20 PM | 1833 |
c(2.5% = 1414)
|
c(97.5% = 2265)
|
| 65 | 1:20 PM | 2704 |
c(2.5% = 2228)
|
c(97.5% = 3310)
|
| 66 | 1:20 PM | 5704 |
c(2.5% = 4822)
|
c(97.5% = 6933)
|
Raw Submissions
| Time of Vote | Precinct | Voter Number |
| 7:10 AM | 5107 | 2 |
| 7:41 AM | 0537 | 24 |
| 7:42 AM | 0501 | 14 |
| 7:43 AM | 0828 | 33 |
| 7:03 AM | 2714 | 2 |
| 7:40 AM | 1508 | 38 |
| 7:48 AM | 1503 | 38 |
| 7:48 AM | 1503 | 38 |
| 7:25 AM | 0214 | 16 |
| 7:56 AM | 3636 | 33 |
| 7:13 AM | 0218 | 9 |
| 8:07 AM | 4603 | 27 |
| 8:16 AM | 0218 | 60 |
| 8:18 AM | 0222 | 68 |
| 8:10 AM | 1810 | 36 |
| 8:20 AM | 3635 | 57 |
| 8:30 AM | 3110 | 55 |
| 8:32 AM | 0532 | 69 |
| 8:30 AM | 2707 | 45 |
| 8:32 AM | 2702 | 48 |
| 8:15 AM | 3901 | 52 |
| 8:15 AM | 3640 | 64 |
| 8:38 AM | 3638 | 55 |
| 8:38 AM | 3637 | 31 |
| 8:42 AM | 0525 | 64 |
| 8:40 AM | 0501 | 36 |
| 7:30 AM | 0202 | 28 |
| 8:40 AM | 0537 | 56 |
| 8:12 AM | 4616 | 41 |
| 8:35 AM | 3909 | 65 |
| 8:43 AM | 0517 | 69 |
| 8:49 AM | 0834 | 73 |
| 8:49 AM | 0206 | 69 |
| 8:50 AM | 0828 | 77 |
| 8:07 AM | 0801 | 40 |
| 7:30 AM | 3640 | 31 |
| 7:30 AM | 3104 | 29 |
| 8:50 AM | 0213 | 25 |
| 8:40 AM | 2717 | 56 |
| 8:45 AM | 2101 | 47 |
| 8:25 AM | 3945 | 52 |
| 7:48 AM | 1503 | 38 |
| 7:48 AM | 1503 | 38 |
| 9:02 AM | 1503 | 92 |
| 7:15 AM | 0902 | 12 |
| 8:40 AM | 2717 | 56 |
| 7:01 AM | 0807 | 13 |
| 9:09 AM | 4701 | 73 |
| 8:50 AM | 0213 | 25 |
| 9:10 AM | 1514 | 81 |
| 7:55 AM | 1517 | 30 |
| 9:00 AM | 3914 | 40 |
| 8:00 AM | 5702 | 60 |
| 8:30 AM | 2105 | 91 |
| 8:30 AM | 2105 | 91 |
| 9:15 AM | 2714 | 51 |
| 8:15 AM | 2605 | 56 |
| 9:20 AM | 3637 | 100 |
| 9:20 AM | 3638 | 79 |
| 8:30 AM | 0521 | 92 |
| 9:20 AM | 0532 | 112 |
| 9:15 AM | 1802 | 73 |
| 9:24 AM | 2911 | 62 |
| 9:03 AM | 0229 | 95 |
| 9:23 AM | 0812 | 138 |
| 8:50 AM | 0828 | 77 |
| 9:00 AM | 3107 | 100 |
| 9:15 AM | 3639 | 86 |
| 9:15 AM | 0120 | 76 |
| 9:30 AM | 0308 | 109 |
| 9:30 AM | 0807 | 98 |
| 9:25 AM | 3610 | 84 |
| 9:34 AM | 0818 | 50 |
| 9:34 AM | 0818 | 50 |
| 9:35 AM | 0817 | 107 |
| 8:40 AM | 1514 | 68 |
| 8:00 AM | 0106 | 69 |
| 8:40 AM | 1514 | 68 |
| 9:38 AM | 6008 | 49 |
| 9:30 AM | 3636 | 108 |
| 7:15 AM | 0114 | 9 |
| 9:46 AM | 3111 | 104 |
| 9:47 AM | 0204 | 72 |
| 9:50 AM | 0505 | 92 |
| 9:55 AM | 0528 | 148 |
| 9:45 AM | 0224 | 110 |
| 9:45 AM | 0224 | 109 |
| 7:45 AM | 0517 | 35 |
| 9:58 AM | 3636 | 120 |
| 9:49 AM | 2212 | 74 |
| 8:00 AM | 0817 | 100 |
| 10:05 AM | 1503 | 129 |
| 10:02 AM | 0517 | 135 |
| 8:15 AM | 3516 | 56 |
| 7:20 AM | 2217 | 17 |
| 8:15 AM | 3516 | 56 |
| 7:40 AM | 2105 | 45 |
| 10:00 AM | 0110 | 97 |
| 9:40 AM | 0222 | 97 |
| 10:00 AM | 2622 | 82 |
| 10:03 AM | 3006 | 101 |
| 8:15 AM | 2619 | 77 |
| 10:02 AM | 0835 | 100 |
| 10:18 AM | 3104 | 156 |
| 10:20 AM | 4701 | 114 |
| 7:45 AM | 0516 | 41 |
| 10:18 AM | 0515 | 420 |
| 8:28 AM | 0516 | 70 |
| 9:50 AM | 0505 | 92 |
| 10:15 AM | 3641 | 78 |
| 9:50 AM | 0505 | 92 |
| 10:29 AM | 0509 | 188 |
| 10:30 AM | 1513 | 95 |
| 8:00 AM | 2113 | 13 |
| 10:39 AM | 0537 | 108 |
| 10:40 AM | 0501 | 75 |
| 10:15 AM | 3115 | 144 |
| 10:10 AM | 4603 | 60 |
| 9:45 AM | 1517 | 101 |
| 10:40 AM | 0206 | 115 |
| 10:42 AM | 0505 | 117 |
| 10:44 AM | 0834 | 93 |
| 9:30 AM | 0807 | 98 |
| 10:45 AM | 0807 | 115 |
| 10:45 AM | 1503 | 147 |
| 10:45 AM | 0309 | 129 |
| 10:40 AM | 3629 | 76 |
| 10:52 AM | 1717 | 90 |
| 10:52 AM | 1717 | 90 |
| 7:30 AM | 1802 | 38 |
| 10:50 AM | 2706 | 156 |
| 10:45 AM | 2713 | 96 |
| 10:02 AM | 4622 | 131 |
| 11:00 AM | 2707 | 86 |
| 11:10 AM | 3113 | 101 |
| 8:30 AM | 0201 | 103 |
| 8:40 AM | 0824 | 57 |
| 11:07 AM | 6008 | 67 |
| 8:00 AM | 4601 | 37 |
| 11:00 AM | 2208 | 91 |
| 9:00 AM | 0822 | 1 |
| 11:00 AM | 2101 | 131 |
| 10:00 AM | 0101 | 79 |
| 10:00 AM | 0102 | 90 |
| 10:00 AM | 0103 | 136 |
| 10:00 AM | 0104 | 92 |
| 10:00 AM | 0105 | 45 |
| 10:00 AM | 0106 | 93 |
| 10:00 AM | 0107 | 40 |
| 10:00 AM | 0108 | 89 |
| 10:00 AM | 0109 | 83 |
| 10:00 AM | 0110 | 104 |
| 10:00 AM | 0111 | 86 |
| 10:00 AM | 0112 | 69 |
| 10:00 AM | 0113 | 122 |
| 10:00 AM | 0114 | 85 |
| 10:00 AM | 0115 | 139 |
| 10:00 AM | 0116 | 68 |
| 10:00 AM | 0117 | 79 |
| 10:00 AM | 0118 | 121 |
| 10:00 AM | 0119 | 75 |
| 10:00 AM | 0120 | 106 |
| 10:00 AM | 0121 | 130 |
| 11:17 AM | 3943 | 119 |
| 11:00 AM | 1811 | 150 |
| 11:18 AM | 4701 | 135 |
| 11:00 AM | 3103 | 5 |
| 11:15 AM | 0526 | 175 |
| 11:00 AM | 5904 | 142 |
| 8:30 AM | 0504 | 105 |
| 11:22 AM | 1503 | 156 |
| 9:02 AM | 0120 | 63 |
| 8:10 AM | 0819 | 60 |
| 11:29 AM | 0213 | 47 |
| 9:15 AM | 0904 | 69 |
| 11:30 AM | 3914 | 140 |
| 11:30 AM | 4920 | 110 |
| 10:00 AM | 3945 | 156 |
| 11:00 AM | 0102 | 111 |
| 11:00 AM | 0108 | 105 |
| 11:00 AM | 0109 | 89 |
| 11:00 AM | 0107 | 54 |
| 11:30 AM | 0833 | 124 |
| 11:00 AM | 0104 | 120 |
| 7:50 AM | 4622 | 31 |
| 11:00 AM | 0105 | 47 |
| 11:30 AM | 1810 | 140 |
| 11:39 AM | 0834 | 106 |
| 11:32 AM | 0116 | 99 |
| 11:43 AM | 0537 | 122 |
| 11:43 AM | 0501 | 99 |
| 11:45 AM | 2702 | 88 |
| 11:40 AM | 4808 | 118 |
| 11:53 AM | 0528 | 194 |
| 11:45 AM | 1815 | 121 |
| 11:45 AM | 1816 | 192 |
| 11:45 AM | 1817 | 193 |
| 11:45 AM | 0217 | 111 |
| 11:50 AM | 3610 | 112 |
| 11:50 AM | 0217 | 112 |
| 12:00 PM | 3637 | 153 |
| 12:00 PM | 3638 | 118 |
| 9:40 AM | 0218 | 88 |
| 12:05 PM | 0110 | 127 |
| 9:20 AM | 0803 | 123 |
| 9:22 AM | 0803 | 125 |
| 11:00 AM | 0209 | 104 |
| 7:22 AM | 0506 | 9 |
| 12:01 PM | 0101 | 96 |
| 12:01 PM | 0103 | 164 |
| 12:00 PM | 2125 | 127 |
| 12:01 PM | 0107 | 69 |
| 12:01 PM | 0110 | 127 |
| 12:01 PM | 0114 | 128 |
| 12:01 PM | 0115 | 191 |
| 12:01 PM | 0117 | 175 |
| 12:01 PM | 0119 | 166 |
| 12:15 PM | 1503 | 175 |
| 12:01 PM | 0121 | 160 |
| 10:00 AM | 2702 | 65 |
| 12:15 PM | 4903 | 216 |
| 7:01 AM | 1511 | 17 |
| 12:02 PM | 0526 | 182 |
| 12:29 PM | 3103 | 175 |
| 12:29 PM | 3113 | 151 |
| 10:47 AM | 1507 | 1 |
| 12:38 PM | 1716 | 80 |
| 11:00 AM | 6522 | 121 |
| 12:38 PM | 0528 | 208 |
| 12:38 PM | 0528 | 208 |
| 11:00 AM | 0120 | 127 |
| 12:23 PM | 6008 | 80 |
| 7:40 AM | 6509 | 22 |
| 8:00 AM | 4618 | 32 |
| 12:50 PM | 0525 | 121 |
| 12:02 PM | 0831 | 123 |
| 12:30 PM | 3007 | 161 |
| 12:30 PM | 5217 | 120 |
| 12:55 PM | 4002 | 146 |
| 7:25 AM | 0532 | 35 |
| 12:40 PM | 0529 | 58 |
| 1:04 PM | 1902 | 128 |
| 1:05 PM | 1903 | 72 |
| 1:05 PM | 1904 | 81 |
| 1:02 PM | 2702 | 100 |
| 1:12 PM | 0834 | 113 |
| 8:20 AM | 0810 | 66 |
| 12:29 PM | 3113 | 151 |
| 1:00 PM | 3609 | 112 |
| 7:01 AM | 2122 | 20 |
| 1:20 PM | 1514 | 117 |
Download the csvs: - Raw Submissions - Division Predictions